Platform

Trust, review, and observability for AI workflows.

In real business workflows it is not enough for AI to produce an answer. Teams need to know what happened, what data was used, who reviewed it, what changed, and why the output was approved.

Run Trace
  1. Triggered
    New enterprise support ticket — Acme Health
  2. Context retrieved
    Ticket, contract, history, escalation policy
  3. Agent reasoning
    Classified as billing escalation with renewal sensitivity
  4. Tools called
    Account lookup · KB search · SLA check
  5. Draft generated
    Response draft created · eval check passed
  6. Human review requested
    “Mention the open credit memo; remove refund commitment.”
  7. Approved & logged
    Approved by Morgan, CX Lead · CRM updated
Accountability: every output is explainable and approved — you can always answer “why did it do that?”

Human review where judgment matters

Decide which steps run automatically and which require human review. Use review gates for:

  • Customer-facing messages
  • Sensitive or high-value decisions
  • Policy exceptions and escalations
  • Compliance, financial, or legal content
  • Outputs that affect downstream systems

The agent can draft, summarize, classify, research, and recommend. People stay accountable for the steps that require judgment.

One review queue across workflows

Without a shared review layer, approvals scatter across Slack, email, docs, and comments. Vocion brings review into the workflow: a run can pause for approval; a reviewer can approve, reject, revise, or comment; and the workflow resumes with that feedback captured in the trace.

Full observability

Every run can show its inputs, retrieved context, prompt versions, model calls, tool calls, agent steps, subagent dispatches, human approvals, reviewer comments, outputs, cost, context version, and workflow version.

That is not just for audits — it is how teams improve. When an output is wrong, you can trace the cause: was the prompt unclear, the context missing, the wrong tool called, or did a reviewer change the output? Vocion makes those questions answerable.

Keep exploring

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